Adaptive Approximation and Generalization of Deep Neural Network with Intrinsic Dimensionality

Ryumei Nakada, Masaaki Imaizumi

In this study, we prove that an intrinsic low dimensionality of covariates is the main factor that determines the performance of deep neural networks (DNNs). DNNs generally provide…